The telephone receiver slipped from Daniel’s numb fingers, clattering onto the counter. "Thank you for your submission," the saccharine voice on the other end had said. *Thank you, but no thank you.* The implication dripped with a patronizing dismissal. He stared at the phone.

The kitchen, usually a place of comfort, suddenly felt cold and alien. The air tasted stale, metallic. He needed to *do* something. He grabbed a knife from the block, not sure what he intended to cut, but feeling compelled to hold the steel.

He considered smashing the ceramic mug on the counter, the one he had gotten from his grandmother. Then he stopped. The rage inside him, raw and unformed, clawed at the walls of his chest. He slammed the knife into the countertop, the wood splintering.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273